Auto-generated by weekly-landscape-scan routine (2026-06-22). DRAFT — needs human review. Labels to add: integration-proposal, auto-generated
Score: 10
What is Semble?
Semble (github.com/MinishLab/semble) is an MCP code-search server that indexes a codebase and returns exact code snippets to AI agents using ~98% fewer tokens than grep+read, at 99% of retrieval quality of a 137M-parameter code-trained transformer. 5,400 stars, 231 forks, v0.4.0 released June 20, 2026. MIT licensed, CPU-only, no API keys.
It installs into Claude Code, Cursor, Codex, OpenCode, and any MCP-compatible agent — exactly the same set codetalker targets.
Integration opportunity
Semble and codetalker are natural co-residents in the same MCP server list — both are stdio servers, no conflicts. Co-documenting them increases codetalker's discoverability among Semble's growing user base.
Minimum effort: add a "paired with Semble" callout and config snippet to docs/integrations/claude-code.md.
Optional: document an agent prompt that narrates Semble search results via tts_speak.
Combined config example
{
"mcpServers": {
"codetalker": { "command": "codetalker-mcp", "args": [] },
"semble": { "command": "uvx", "args": ["semble"] }
}
}
Full draft spec
See docs/superpowers/specs/2026-06-22-integrate-semble.md on branch docs/landscape-report-2026-06-22.
Open questions
- Is there value in narrating Semble search results (noisy?) or just document co-install?
- Should codetalker maintain a "companion MCP tools" section in the integration README?
What is Semble?
Semble (github.com/MinishLab/semble) is an MCP code-search server that indexes a codebase and returns exact code snippets to AI agents using ~98% fewer tokens than grep+read, at 99% of retrieval quality of a 137M-parameter code-trained transformer. 5,400 stars, 231 forks, v0.4.0 released June 20, 2026. MIT licensed, CPU-only, no API keys.
It installs into Claude Code, Cursor, Codex, OpenCode, and any MCP-compatible agent — exactly the same set codetalker targets.
Integration opportunity
Semble and codetalker are natural co-residents in the same MCP server list — both are stdio servers, no conflicts. Co-documenting them increases codetalker's discoverability among Semble's growing user base.
Minimum effort: add a "paired with Semble" callout and config snippet to
docs/integrations/claude-code.md.Optional: document an agent prompt that narrates Semble search results via
tts_speak.Combined config example
{ "mcpServers": { "codetalker": { "command": "codetalker-mcp", "args": [] }, "semble": { "command": "uvx", "args": ["semble"] } } }Full draft spec
See
docs/superpowers/specs/2026-06-22-integrate-semble.mdon branchdocs/landscape-report-2026-06-22.Open questions